Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 92872 |
| Missing cells | 27053 |
| Missing cells (%) | 2.2% |
| Duplicate rows | 27 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 9.2 MiB |
| Average record size in memory | 104.0 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 12 |
| Dataset has 27 (< 0.1%) duplicate rows | Duplicates |
Liquidity is highly correlated with Return on Equity | High correlation |
Return on Equity is highly correlated with Liquidity | High correlation |
EPS is highly correlated with Profitability and 3 other fields | High correlation |
Profitability is highly correlated with EPS and 3 other fields | High correlation |
Productivity is highly correlated with EPS and 3 other fields | High correlation |
Operational Margin is highly correlated with EPS and 3 other fields | High correlation |
Return on Equity is highly correlated with EPS and 3 other fields | High correlation |
Assets Growth is highly correlated with Employee Growth | High correlation |
Employee Growth is highly correlated with Assets Growth | High correlation |
EPS is highly correlated with Productivity and 1 other fields | High correlation |
Profitability is highly correlated with Productivity | High correlation |
Productivity is highly correlated with EPS and 3 other fields | High correlation |
Operational Margin is highly correlated with Productivity | High correlation |
Return on Equity is highly correlated with EPS and 1 other fields | High correlation |
Return on Equity is highly correlated with EPS | High correlation |
Liquidity is highly correlated with Profitability | High correlation |
Profitability is highly correlated with Liquidity | High correlation |
EPS is highly correlated with Return on Equity | High correlation |
Operational Margin has 5557 (6.0%) missing values | Missing |
Assets Growth has 6701 (7.2%) missing values | Missing |
Sales Growth has 6701 (7.2%) missing values | Missing |
Employee Growth has 7010 (7.5%) missing values | Missing |
EPS is highly skewed (γ1 = -137.6928255) | Skewed |
Liquidity is highly skewed (γ1 = -138.2539813) | Skewed |
Profitability is highly skewed (γ1 = -50.43091391) | Skewed |
Productivity is highly skewed (γ1 = -80.9125844) | Skewed |
Leverage Ratio is highly skewed (γ1 = 290.9228157) | Skewed |
Asset Turnover is highly skewed (γ1 = 70.7239712) | Skewed |
Operational Margin is highly skewed (γ1 = -81.07270041) | Skewed |
Return on Equity is highly skewed (γ1 = -165.8537632) | Skewed |
Assets Growth is highly skewed (γ1 = 137.2063306) | Skewed |
Sales Growth is highly skewed (γ1 = 191.0078837) | Skewed |
Employee Growth is highly skewed (γ1 = 128.4063963) | Skewed |
EPS has 1833 (2.0%) zeros | Zeros |
Liquidity has 1706 (1.8%) zeros | Zeros |
Productivity has 1581 (1.7%) zeros | Zeros |
Leverage Ratio has 17809 (19.2%) zeros | Zeros |
Asset Turnover has 5907 (6.4%) zeros | Zeros |
Operational Margin has 1360 (1.5%) zeros | Zeros |
Return on Equity has 2355 (2.5%) zeros | Zeros |
Sales Growth has 5018 (5.4%) zeros | Zeros |
Employee Growth has 7394 (8.0%) zeros | Zeros |
Reproduction
| Analysis started | 2021-09-12 15:31:45.011693 |
|---|---|
| Analysis finished | 2021-09-12 15:32:44.510135 |
| Duration | 59.5 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
BK
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.1 MiB |
| 0 | |
|---|---|
| 1 | 558 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 92872 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 92314 | |
| 1 | 558 | 0.6% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 92314 | |
| 1 | 558 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 92314 | |
| 1 | 558 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 92872 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 92314 | |
| 1 | 558 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 92872 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 92314 | |
| 1 | 558 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 92872 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 92314 | |
| 1 | 558 | 0.6% |
| Distinct | 5161 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 5 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -14.46135521 |
| Minimum | -384000 |
|---|---|
| Maximum | 55339 |
| Zeros | 1833 |
| Zeros (%) | 2.0% |
| Negative | 33992 |
| Negative (%) | 36.6% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -384000 |
|---|---|
| 5-th percentile | -1.85 |
| Q1 | -0.14 |
| median | 0.33 |
| Q3 | 1.53 |
| 95-th percentile | 4.3 |
| Maximum | 55339 |
| Range | 439339 |
| Interquartile range (IQR) | 1.67 |
Descriptive statistics
| Standard deviation | 2195.467288 |
|---|---|
| Coefficient of variation (CV) | -151.8161511 |
| Kurtosis | 20817.46 |
| Mean | -14.46135521 |
| Median Absolute Deviation (MAD) | 0.749 |
| Skewness | -137.6928255 |
| Sum | -1342982.674 |
| Variance | 4820076.611 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1833 | 2.0% |
| -0.01 | 1593 | 1.7% |
| -0.02 | 1269 | 1.4% |
| -0.03 | 1014 | 1.1% |
| -0.04 | 906 | 1.0% |
| -0.05 | 839 | 0.9% |
| -0.06 | 722 | 0.8% |
| -0.07 | 654 | 0.7% |
| 0.01 | 652 | 0.7% |
| -0.09 | 565 | 0.6% |
| Other values (5151) | 82820 |
| Value | Count | Frequency (%) |
| -384000 | 1 | |
| -321898 | 1 | |
| -314893 | 1 | |
| -205000 | 1 | |
| -152322 | 1 | |
| -129042.5 | 1 | |
| -48200 | 1 | |
| -42419 | 1 | |
| -41804 | 1 | |
| -11213 | 1 |
| Value | Count | Frequency (%) |
| 55339 | 1 | |
| 51277 | 1 | |
| 42176 | 1 | |
| 28520 | 1 | |
| 28000 | 1 | |
| 14725 | 1 | |
| 13416 | 1 | |
| 5209 | 1 | |
| 1543 | 1 | |
| 1066.14 | 1 |
| Distinct | 3114 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 247 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.631237398 |
| Minimum | -25968.52 |
|---|---|
| Maximum | 1 |
| Zeros | 1706 |
| Zeros (%) | 1.8% |
| Negative | 18343 |
| Negative (%) | 19.8% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -25968.52 |
|---|---|
| 5-th percentile | -0.48 |
| Q1 | 0.02 |
| median | 0.19 |
| Q3 | 0.4 |
| 95-th percentile | 0.73 |
| Maximum | 1 |
| Range | 25969.52 |
| Interquartile range (IQR) | 0.38 |
Descriptive statistics
| Standard deviation | 121.6109207 |
|---|---|
| Coefficient of variation (CV) | -46.21814846 |
| Kurtosis | 25278.28839 |
| Mean | -2.631237398 |
| Median Absolute Deviation (MAD) | 0.18 |
| Skewness | -138.2539813 |
| Sum | -243718.364 |
| Variance | 14789.21603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1706 | 1.8% |
| 0.02 | 1639 | 1.8% |
| 0.01 | 1598 | 1.7% |
| 0.03 | 1492 | 1.6% |
| 0.04 | 1489 | 1.6% |
| -0.01 | 1486 | 1.6% |
| 0.06 | 1469 | 1.6% |
| 0.07 | 1460 | 1.6% |
| 0.05 | 1450 | 1.6% |
| 0.08 | 1446 | 1.6% |
| Other values (3104) | 77390 |
| Value | Count | Frequency (%) |
| -25968.52 | 1 | |
| -13718 | 1 | |
| -9242 | 1 | |
| -8658.67 | 1 | |
| -8556 | 1 | |
| -6323 | 1 | |
| -5807.75 | 1 | |
| -4307 | 1 | |
| -3169 | 1 | |
| -3029 | 1 |
| Value | Count | Frequency (%) |
| 1 | 30 | |
| 0.992 | 1 | < 0.1% |
| 0.99 | 43 | |
| 0.982 | 1 | < 0.1% |
| 0.98 | 50 | |
| 0.976 | 2 | < 0.1% |
| 0.97 | 53 | |
| 0.967 | 1 | < 0.1% |
| 0.96 | 63 | |
| 0.956 | 1 | < 0.1% |
| Distinct | 7040 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 247 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -29.53727365 |
| Minimum | -79682 |
|---|---|
| Maximum | 140.58 |
| Zeros | 823 |
| Zeros (%) | 0.9% |
| Negative | 39657 |
| Negative (%) | 42.7% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -79682 |
|---|---|
| 5-th percentile | -13.63 |
| Q1 | -0.64 |
| median | 0.07 |
| Q3 | 0.31 |
| 95-th percentile | 0.64 |
| Maximum | 140.58 |
| Range | 79822.58 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 677.2306671 |
|---|---|
| Coefficient of variation (CV) | -22.92800192 |
| Kurtosis | 3709.939983 |
| Mean | -29.53727365 |
| Median Absolute Deviation (MAD) | 0.32 |
| Skewness | -50.43091391 |
| Sum | -2735889.972 |
| Variance | 458641.3765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.14 | 1020 | 1.1% |
| 0.11 | 1010 | 1.1% |
| 0.1 | 999 | 1.1% |
| 0.13 | 979 | 1.1% |
| 0.16 | 972 | 1.0% |
| 0.09 | 969 | 1.0% |
| 0.12 | 955 | 1.0% |
| 0.17 | 955 | 1.0% |
| 0.19 | 950 | 1.0% |
| 0.15 | 947 | 1.0% |
| Other values (7030) | 82869 |
| Value | Count | Frequency (%) |
| -79682 | 1 | |
| -56186 | 1 | |
| -49472 | 1 | |
| -34944.33 | 1 | |
| -33915 | 1 | |
| -32719 | 1 | |
| -30576 | 1 | |
| -30325.5 | 1 | |
| -30015.75 | 1 | |
| -29317 | 1 |
| Value | Count | Frequency (%) |
| 140.58 | 1 | |
| 5.74 | 1 | |
| 3.71 | 1 | |
| 2.66 | 1 | |
| 2.36 | 1 | |
| 2.25 | 1 | |
| 2.24 | 1 | |
| 1.98 | 2 | |
| 1.95 | 1 | |
| 1.942 | 1 |
| Distinct | 2823 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 247 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.22287051 |
| Minimum | -5093 |
|---|---|
| Maximum | 1102 |
| Zeros | 1581 |
| Zeros (%) | 1.7% |
| Negative | 29653 |
| Negative (%) | 31.9% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -5093 |
|---|---|
| 5-th percentile | -1.18 |
| Q1 | -0.06 |
| median | 0.06 |
| Q3 | 0.11 |
| 95-th percentile | 0.23 |
| Maximum | 1102 |
| Range | 6195 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 35.88555642 |
|---|---|
| Coefficient of variation (CV) | -29.34534451 |
| Kurtosis | 8888.355102 |
| Mean | -1.22287051 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | -80.9125844 |
| Sum | -113268.381 |
| Variance | 1287.773159 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.07 | 4328 | 4.7% |
| 0.08 | 4240 | 4.6% |
| 0.06 | 4178 | 4.5% |
| 0.09 | 4087 | 4.4% |
| 0.1 | 3762 | 4.1% |
| 0.05 | 3710 | 4.0% |
| 0.11 | 3381 | 3.6% |
| 0.04 | 3143 | 3.4% |
| 0.12 | 2938 | 3.2% |
| 0.03 | 2560 | 2.8% |
| Other values (2813) | 56298 |
| Value | Count | Frequency (%) |
| -5093 | 1 | |
| -4595 | 1 | |
| -2640 | 1 | |
| -2598 | 1 | |
| -2442.17 | 1 | |
| -2348 | 1 | |
| -2136 | 1 | |
| -2103 | 1 | |
| -1681.5 | 1 | |
| -1624.75 | 1 |
| Value | Count | Frequency (%) |
| 1102 | 1 | |
| 35.92 | 1 | |
| 17.71 | 1 | |
| 17.11 | 1 | |
| 10.7 | 1 | |
| 10.52 | 1 | |
| 7.72 | 1 | |
| 6.48 | 1 | |
| 5.28 | 1 | |
| 5.27 | 1 |
| Distinct | 5297 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 26 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.345316276 |
| Minimum | -7811 |
|---|---|
| Maximum | 75970.38 |
| Zeros | 17809 |
| Zeros (%) | 19.2% |
| Negative | 7256 |
| Negative (%) | 7.8% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -7811 |
|---|---|
| 5-th percentile | -0.75 |
| Q1 | 0 |
| median | 0.28 |
| Q3 | 0.82 |
| 95-th percentile | 2.75 |
| Maximum | 75970.38 |
| Range | 83781.38 |
| Interquartile range (IQR) | 0.82 |
Descriptive statistics
| Standard deviation | 253.0380927 |
|---|---|
| Coefficient of variation (CV) | 188.088182 |
| Kurtosis | 87527.86679 |
| Mean | 1.345316276 |
| Median Absolute Deviation (MAD) | 0.28 |
| Skewness | 290.9228157 |
| Sum | 124907.235 |
| Variance | 64028.27634 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 17809 | 19.2% |
| 0.01 | 1954 | 2.1% |
| 0.02 | 1288 | 1.4% |
| 0.03 | 1092 | 1.2% |
| 0.04 | 916 | 1.0% |
| 0.05 | 851 | 0.9% |
| 0.06 | 776 | 0.8% |
| 0.08 | 758 | 0.8% |
| 0.07 | 748 | 0.8% |
| 0.1 | 725 | 0.8% |
| Other values (5287) | 65929 |
| Value | Count | Frequency (%) |
| -7811 | 1 | |
| -7270.33 | 1 | |
| -3231.4 | 1 | |
| -1473.1 | 1 | |
| -1470.97 | 1 | |
| -1042.105 | 1 | |
| -776.59 | 1 | |
| -676.76 | 1 | |
| -633.84 | 1 | |
| -558.52 | 1 |
| Value | Count | Frequency (%) |
| 75970.38 | 1 | |
| 3096.64 | 1 | |
| 2238.567 | 1 | |
| 2183.59 | 1 | |
| 2167 | 1 | |
| 1726.9 | 1 | |
| 960.5 | 1 | |
| 936.3 | 1 | |
| 912.54 | 1 | |
| 863.13 | 1 |
| Distinct | 2987 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 247 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.053613323 |
| Minimum | -31.59 |
|---|---|
| Maximum | 276.38 |
| Zeros | 5907 |
| Zeros (%) | 6.4% |
| Negative | 15 |
| Negative (%) | < 0.1% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -31.59 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.39 |
| median | 0.83 |
| Q3 | 1.39 |
| 95-th percentile | 2.67 |
| Maximum | 276.38 |
| Range | 307.97 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.115945321 |
|---|---|
| Coefficient of variation (CV) | 2.008275024 |
| Kurtosis | 7656.622443 |
| Mean | 1.053613323 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | 70.7239712 |
| Sum | 97590.934 |
| Variance | 4.4772246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5907 | 6.4% |
| 0.01 | 632 | 0.7% |
| 0.54 | 570 | 0.6% |
| 0.63 | 555 | 0.6% |
| 0.49 | 552 | 0.6% |
| 0.38 | 546 | 0.6% |
| 0.46 | 545 | 0.6% |
| 0.42 | 543 | 0.6% |
| 0.67 | 540 | 0.6% |
| 0.5 | 538 | 0.6% |
| Other values (2977) | 81697 |
| Value | Count | Frequency (%) |
| -31.59 | 1 | < 0.1% |
| -1.44 | 1 | < 0.1% |
| -0.49 | 1 | < 0.1% |
| -0.28 | 1 | < 0.1% |
| -0.15 | 2 | |
| -0.11 | 1 | < 0.1% |
| -0.07 | 2 | |
| -0.06 | 1 | < 0.1% |
| -0.03 | 2 | |
| -0.01 | 3 |
| Value | Count | Frequency (%) |
| 276.38 | 1 | |
| 243.67 | 1 | |
| 240.74 | 1 | |
| 182.21 | 1 | |
| 134.63 | 1 | |
| 102.08 | 1 | |
| 83 | 1 | |
| 81.5 | 1 | |
| 71.88 | 1 | |
| 63.5 | 1 |
| Distinct | 4511 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 5557 |
| Missing (%) | 6.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.915485174 |
| Minimum | -30175.7 |
|---|---|
| Maximum | 394.47 |
| Zeros | 1360 |
| Zeros (%) | 1.5% |
| Negative | 24522 |
| Negative (%) | 26.4% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -30175.7 |
|---|---|
| 5-th percentile | -4.25 |
| Q1 | -0.03 |
| median | 0.06 |
| Q3 | 0.14 |
| 95-th percentile | 0.31 |
| Maximum | 394.47 |
| Range | 30570.17 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 214.4600791 |
|---|---|
| Coefficient of variation (CV) | -27.0937377 |
| Kurtosis | 9073.757914 |
| Mean | -7.915485174 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | -81.07270041 |
| Sum | -691140.588 |
| Variance | 45993.12553 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.07 | 3582 | 3.9% |
| 0.05 | 3341 | 3.6% |
| 0.06 | 3330 | 3.6% |
| 0.08 | 3292 | 3.5% |
| 0.04 | 3267 | 3.5% |
| 0.09 | 3167 | 3.4% |
| 0.03 | 2984 | 3.2% |
| 0.1 | 2975 | 3.2% |
| 0.11 | 2723 | 2.9% |
| 0.12 | 2494 | 2.7% |
| Other values (4501) | 56160 | |
| (Missing) | 5557 | 6.0% |
| Value | Count | Frequency (%) |
| -30175.7 | 1 | |
| -28236 | 1 | |
| -15265.3 | 1 | |
| -13048 | 1 | |
| -11741.5 | 1 | |
| -11505 | 1 | |
| -11278 | 1 | |
| -10856.67 | 1 | |
| -10463 | 1 | |
| -10234 | 1 |
| Value | Count | Frequency (%) |
| 394.47 | 1 | |
| 193.14 | 1 | |
| 119.36 | 1 | |
| 85.94 | 1 | |
| 10.82 | 1 | |
| 10.81 | 1 | |
| 10.01 | 1 | |
| 9.29 | 1 | |
| 9.02 | 1 | |
| 2.889 | 1 |
Return on Equity
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 2997 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.11238201 |
| Minimum | -88875.14 |
|---|---|
| Maximum | 39500 |
| Zeros | 2355 |
| Zeros (%) | 2.5% |
| Negative | 34186 |
| Negative (%) | 36.8% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -88875.14 |
|---|---|
| 5-th percentile | -0.95 |
| Q1 | -0.08 |
| median | 0.03 |
| Q3 | 0.07 |
| 95-th percentile | 0.15 |
| Maximum | 39500 |
| Range | 128375.14 |
| Interquartile range (IQR) | 0.15 |
Descriptive statistics
| Standard deviation | 352.5969019 |
|---|---|
| Coefficient of variation (CV) | -166.919099 |
| Kurtosis | 45744.33541 |
| Mean | -2.11238201 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | -165.8537632 |
| Sum | -196164.243 |
| Variance | 124324.5752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.05 | 6876 | 7.4% |
| 0.06 | 6328 | 6.8% |
| 0.04 | 6268 | 6.7% |
| 0.07 | 5152 | 5.5% |
| 0.03 | 5060 | 5.4% |
| 0.08 | 3853 | 4.1% |
| 0.02 | 3759 | 4.0% |
| 0.01 | 2882 | 3.1% |
| 0.09 | 2868 | 3.1% |
| 0 | 2355 | 2.5% |
| Other values (2987) | 47463 |
| Value | Count | Frequency (%) |
| -88875.14 | 1 | |
| -24848.48 | 1 | |
| -24627.806 | 1 | |
| -14360.51 | 1 | |
| -10261.36 | 1 | |
| -8691.5 | 1 | |
| -8415.58 | 1 | |
| -7590.735 | 1 | |
| -6825.143 | 1 | |
| -5207.41 | 1 |
| Value | Count | Frequency (%) |
| 39500 | 1 | |
| 11228.85 | 1 | |
| 7468.65 | 1 | |
| 2137.43 | 1 | |
| 2082.77 | 1 | |
| 861.54 | 1 | |
| 813.81 | 1 | |
| 504.46 | 1 | |
| 483.459 | 1 | |
| 445.1 | 1 |
Market Book Ratio
Real number (ℝ)
| Distinct | 49812 |
|---|---|
| Distinct (%) | 53.7% |
| Missing | 57 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 358.5062651 |
| Minimum | -3151500 |
|---|---|
| Maximum | 3455419.33 |
| Zeros | 50 |
| Zeros (%) | 0.1% |
| Negative | 8923 |
| Negative (%) | 9.6% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -3151500 |
|---|---|
| 5-th percentile | -92.4185 |
| Q1 | 11.2 |
| median | 58.28 |
| Q3 | 240.14 |
| 95-th percentile | 2170.874 |
| Maximum | 3455419.33 |
| Range | 6606919.33 |
| Interquartile range (IQR) | 228.94 |
Descriptive statistics
| Standard deviation | 26063.63798 |
|---|---|
| Coefficient of variation (CV) | 72.70064854 |
| Kurtosis | 8386.750539 |
| Mean | 358.5062651 |
| Median Absolute Deviation (MAD) | 56.36 |
| Skewness | 11.32109506 |
| Sum | 33274759 |
| Variance | 679313224.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 50 | 0.1% |
| 1.72 | 26 | < 0.1% |
| 1.81 | 25 | < 0.1% |
| 1.65 | 25 | < 0.1% |
| 2.34 | 24 | < 0.1% |
| 1.58 | 24 | < 0.1% |
| 1.44 | 23 | < 0.1% |
| 2.45 | 23 | < 0.1% |
| 4.56 | 23 | < 0.1% |
| 1.6 | 22 | < 0.1% |
| Other values (49802) | 92550 | |
| (Missing) | 57 | 0.1% |
| Value | Count | Frequency (%) |
| -3151500 | 1 | |
| -2306965.03 | 1 | |
| -1696159 | 1 | |
| -1136503.5 | 1 | |
| -1076149.76 | 1 | |
| -962043.59 | 1 | |
| -843750 | 1 | |
| -810300 | 1 | |
| -804683.33 | 1 | |
| -762128.84 | 1 |
| Value | Count | Frequency (%) |
| 3455419.33 | 1 | |
| 2545400 | 1 | |
| 2291347.5 | 1 | |
| 1039500 | 1 | |
| 1020718.45 | 1 | |
| 1003884.81 | 1 | |
| 857782.98 | 1 | |
| 818383.5 | 1 | |
| 785496 | 1 | |
| 605045 | 1 |
| Distinct | 4650 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 6701 |
| Missing (%) | 7.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.294076824 |
| Minimum | -1 |
|---|---|
| Maximum | 14231 |
| Zeros | 438 |
| Zeros (%) | 0.5% |
| Negative | 30845 |
| Negative (%) | 33.2% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -0.388 |
| Q1 | -0.053 |
| median | 0.052 |
| Q3 | 0.192 |
| 95-th percentile | 1.037 |
| Maximum | 14231 |
| Range | 14232 |
| Interquartile range (IQR) | 0.245 |
Descriptive statistics
| Standard deviation | 73.76952173 |
|---|---|
| Coefficient of variation (CV) | 57.00551958 |
| Kurtosis | 22286.38885 |
| Mean | 1.294076824 |
| Median Absolute Deviation (MAD) | 0.119 |
| Skewness | 137.2063306 |
| Sum | 111511.894 |
| Variance | 5441.942336 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 438 | 0.5% |
| 0.006 | 255 | 0.3% |
| 0.023 | 254 | 0.3% |
| 0.039 | 253 | 0.3% |
| 0.033 | 251 | 0.3% |
| 0.013 | 248 | 0.3% |
| 0.071 | 248 | 0.3% |
| 0.045 | 247 | 0.3% |
| 0.036 | 246 | 0.3% |
| 0.052 | 246 | 0.3% |
| Other values (4640) | 83485 | |
| (Missing) | 6701 | 7.2% |
| Value | Count | Frequency (%) |
| -1 | 114 | |
| -0.999 | 8 | < 0.1% |
| -0.998 | 4 | < 0.1% |
| -0.997 | 8 | < 0.1% |
| -0.996 | 8 | < 0.1% |
| -0.995 | 5 | < 0.1% |
| -0.994 | 6 | < 0.1% |
| -0.993 | 9 | < 0.1% |
| -0.992 | 5 | < 0.1% |
| -0.991 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 14231 | 1 | |
| 10173.72 | 1 | |
| 7872 | 1 | |
| 5076 | 1 | |
| 4712 | 1 | |
| 2440.778 | 1 | |
| 2405 | 1 | |
| 2182.455 | 1 | |
| 2138.25 | 1 | |
| 1935.8 | 1 |
| Distinct | 4619 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 6701 |
| Missing (%) | 7.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.900109329 |
| Minimum | -27.431 |
|---|---|
| Maximum | 39850 |
| Zeros | 5018 |
| Zeros (%) | 5.4% |
| Negative | 26340 |
| Negative (%) | 28.4% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -27.431 |
|---|---|
| 5-th percentile | -0.419 |
| Q1 | -0.034 |
| median | 0.06 |
| Q3 | 0.204 |
| 95-th percentile | 0.967 |
| Maximum | 39850 |
| Range | 39877.431 |
| Interquartile range (IQR) | 0.238 |
Descriptive statistics
| Standard deviation | 177.632638 |
|---|---|
| Coefficient of variation (CV) | 93.4854828 |
| Kurtosis | 39255.81681 |
| Mean | 1.900109329 |
| Median Absolute Deviation (MAD) | 0.116 |
| Skewness | 191.0078837 |
| Sum | 163734.321 |
| Variance | 31553.35409 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5018 | 5.4% |
| -1 | 699 | 0.8% |
| 0.05 | 234 | 0.3% |
| 0.033 | 224 | 0.2% |
| 0.032 | 223 | 0.2% |
| 0.08 | 222 | 0.2% |
| 0.068 | 221 | 0.2% |
| 0.076 | 220 | 0.2% |
| 0.045 | 220 | 0.2% |
| 0.034 | 219 | 0.2% |
| Other values (4609) | 78671 | |
| (Missing) | 6701 | 7.2% |
| Value | Count | Frequency (%) |
| -27.431 | 1 | |
| -9.286 | 1 | |
| -6.488 | 1 | |
| -3.798 | 1 | |
| -3.562 | 1 | |
| -3.124 | 1 | |
| -1.923 | 1 | |
| -1.899 | 1 | |
| -1.783 | 1 | |
| -1.633 | 1 |
| Value | Count | Frequency (%) |
| 39850 | 1 | |
| 30245 | 1 | |
| 9326.5 | 1 | |
| 5887.231 | 1 | |
| 5203 | 1 | |
| 3701.467 | 1 | |
| 3213 | 1 | |
| 2996.667 | 1 | |
| 2250.842 | 1 | |
| 2167 | 1 |
| Distinct | 3308 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 7010 |
| Missing (%) | 7.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3433204444 |
| Minimum | -1 |
|---|---|
| Maximum | 2699 |
| Zeros | 7394 |
| Zeros (%) | 8.0% |
| Negative | 31627 |
| Negative (%) | 34.1% |
| Memory size | 725.7 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -0.333 |
| Q1 | -0.048 |
| median | 0.017 |
| Q3 | 0.131 |
| 95-th percentile | 0.667 |
| Maximum | 2699 |
| Range | 2700 |
| Interquartile range (IQR) | 0.179 |
Descriptive statistics
| Standard deviation | 14.07415617 |
|---|---|
| Coefficient of variation (CV) | 40.99422683 |
| Kurtosis | 20454.00961 |
| Mean | 0.3433204444 |
| Median Absolute Deviation (MAD) | 0.087 |
| Skewness | 128.4063963 |
| Sum | 29478.18 |
| Variance | 198.081872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 7394 | 8.0% |
| 0.2 | 328 | 0.4% |
| 0.25 | 314 | 0.3% |
| 0.333 | 314 | 0.3% |
| 0.024 | 306 | 0.3% |
| 0.071 | 305 | 0.3% |
| 0.038 | 305 | 0.3% |
| 0.1 | 303 | 0.3% |
| 0.029 | 297 | 0.3% |
| 0.045 | 295 | 0.3% |
| Other values (3298) | 75701 | |
| (Missing) | 7010 | 7.5% |
| Value | Count | Frequency (%) |
| -1 | 228 | |
| -0.999 | 3 | < 0.1% |
| -0.998 | 1 | < 0.1% |
| -0.997 | 5 | < 0.1% |
| -0.996 | 1 | < 0.1% |
| -0.994 | 4 | < 0.1% |
| -0.993 | 4 | < 0.1% |
| -0.992 | 6 | < 0.1% |
| -0.991 | 8 | < 0.1% |
| -0.99 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 2699 | 1 | |
| 1671.5 | 1 | |
| 1600 | 1 | |
| 856.5 | 1 | |
| 818.277 | 1 | |
| 629 | 1 | |
| 569 | 1 | |
| 549.333 | 1 | |
| 449 | 1 | |
| 414.667 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| BK | EPS | Liquidity | Profitability | Productivity | Leverage Ratio | Asset Turnover | Operational Margin | Return on Equity | Market Book Ratio | Assets Growth | Sales Growth | Employee Growth | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1.58 | 0.36 | 0.18 | 0.13 | 1.33 | 1.77 | 0.07 | 0.15 | 2.22 | NaN | NaN | NaN |
| 1 | 0 | 1.41 | 0.36 | 0.19 | 0.12 | 1.31 | 1.59 | 0.07 | 0.13 | 2.41 | 0.126 | 0.014 | 0.040 |
| 2 | 0 | 0.31 | 0.32 | 0.13 | 0.08 | 1.03 | 1.55 | 0.05 | 0.04 | 2.56 | 0.368 | 0.328 | 0.567 |
| 3 | 0 | 0.71 | 0.28 | 0.14 | 0.08 | 0.80 | 1.39 | 0.06 | 0.05 | 5.28 | -0.021 | -0.119 | -0.096 |
| 4 | 0 | 0.75 | 0.41 | 0.13 | 0.08 | 0.20 | 1.30 | 0.06 | 0.04 | 8.68 | 0.233 | 0.147 | 0.053 |
| 5 | 0 | 1.50 | 0.37 | 0.16 | 0.11 | 0.34 | 1.41 | 0.08 | 0.08 | 7.82 | 0.132 | 0.232 | 0.077 |
| 6 | 0 | 1.26 | 0.36 | 0.16 | 0.11 | 0.60 | 1.25 | 0.09 | 0.05 | 20.51 | 0.276 | 0.133 | 0.189 |
| 7 | 0 | 1.46 | 0.37 | 0.18 | 0.12 | 0.36 | 1.27 | 0.10 | 0.05 | 25.10 | 0.186 | 0.202 | 0.017 |
| 8 | 0 | 1.34 | 0.37 | 0.21 | 0.12 | 0.48 | 1.22 | 0.10 | 0.05 | 42.05 | 0.212 | 0.166 | 0.099 |
| 9 | 0 | 1.55 | 0.36 | 0.22 | 0.13 | 0.56 | 1.14 | 0.11 | 0.05 | 46.68 | 0.251 | 0.169 | 0.276 |
Last rows
| BK | EPS | Liquidity | Profitability | Productivity | Leverage Ratio | Asset Turnover | Operational Margin | Return on Equity | Market Book Ratio | Assets Growth | Sales Growth | Employee Growth | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92862 | 0 | -0.024 | 0.317 | -0.329 | -0.097 | 0.043 | 0.092 | -1.057 | -0.031 | 159.570 | NaN | NaN | NaN |
| 92863 | 0 | -0.032 | 0.018 | -0.090 | -0.008 | 2.627 | 0.064 | -0.126 | -0.011 | 481.755 | 4.243 | 2.644 | 2.667 |
| 92864 | 0 | -0.903 | -0.038 | -1.158 | -0.916 | -3.936 | 0.149 | -6.147 | -0.387 | -539.641 | -0.131 | 1.035 | 0.000 |
| 92865 | 0 | -0.358 | -0.065 | -0.140 | -0.013 | 1.549 | 0.137 | -0.092 | -0.176 | -311.775 | 11.124 | 10.126 | 4.455 |
| 92866 | 0 | -1.469 | -0.013 | -0.565 | -0.246 | 5.769 | 0.365 | -0.674 | -8.159 | -8.924 | -0.348 | 0.738 | -0.133 |
| 92867 | 0 | -1.488 | -0.015 | -0.759 | -0.057 | -1042.105 | 0.174 | -0.327 | -6.614 | -1.847 | -0.073 | -0.557 | -0.077 |
| 92868 | 0 | -1.808 | 0.094 | -1.205 | -0.121 | -4.530 | 0.216 | -0.561 | -4.519 | -2.475 | -0.202 | -0.011 | -0.208 |
| 92869 | 0 | -0.016 | 0.039 | 0.000 | -0.082 | 0.745 | 0.254 | -0.324 | -0.569 | 3274.506 | -0.168 | -0.020 | -0.105 |
| 92870 | 0 | -0.133 | 0.054 | -0.029 | 0.001 | 0.575 | 0.196 | 0.005 | -0.086 | 36.475 | 0.077 | -0.171 | -0.059 |
| 92871 | 1 | -0.648 | -0.037 | -0.220 | -0.145 | 0.693 | 0.222 | -0.651 | -0.498 | 55.624 | -0.064 | 0.065 | 0.063 |
Most frequently occurring
| BK | EPS | Liquidity | Profitability | Productivity | Leverage Ratio | Asset Turnover | Operational Margin | Return on Equity | Market Book Ratio | Assets Growth | Sales Growth | Employee Growth | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.95 | -0.05 | 0.07 | 0.06 | 2.07 | 0.42 | 0.13 | 0.06 | 29.37 | 0.541 | 0.336 | -0.002 | 2 |
| 1 | 0 | 0.99 | -0.05 | 0.07 | 0.09 | 1.33 | 0.70 | 0.13 | 0.05 | 43.74 | -0.010 | 0.640 | -0.078 | 2 |
| 2 | 0 | 1.57 | 0.01 | 0.11 | 0.08 | 1.11 | 0.29 | 0.26 | 0.08 | 187.14 | -0.009 | -0.001 | -0.031 | 2 |
| 3 | 0 | 2.14 | 0.05 | 0.24 | 0.09 | 0.73 | 0.58 | 0.16 | 0.09 | 33.26 | -0.002 | 0.005 | 0.020 | 2 |
| 4 | 0 | 2.15 | 0.05 | 0.23 | 0.09 | 0.69 | 0.58 | 0.16 | 0.09 | 33.35 | 0.036 | -0.031 | 0.002 | 2 |
| 5 | 0 | 2.27 | 0.06 | 0.23 | 0.12 | 0.65 | 0.61 | 0.20 | 0.11 | 31.20 | 0.019 | -0.020 | -0.002 | 2 |
| 6 | 0 | 2.28 | 0.00 | 0.12 | 0.10 | 1.04 | 0.33 | 0.29 | 0.08 | 265.59 | 0.032 | 0.072 | -0.011 | 2 |
| 7 | 0 | 2.29 | -0.02 | 0.11 | 0.08 | 1.06 | 0.29 | 0.29 | 0.08 | 257.60 | 0.154 | -0.006 | -0.023 | 2 |
| 8 | 0 | 2.37 | 0.06 | 0.24 | 0.09 | 0.82 | 0.58 | 0.16 | 0.08 | 40.08 | 0.064 | 0.059 | 0.034 | 2 |
| 9 | 0 | 2.43 | 0.05 | 0.24 | 0.09 | 0.75 | 0.55 | 0.17 | 0.08 | 43.69 | 0.067 | 0.018 | 0.027 | 2 |